ArticleFrontiers in neuroscience2023
Functional investigation and two-sample Mendelian randomization study of neuropathic pain hub genes obtained by WGCNA analysis.
Article in Frontiers in neuroscience, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.
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22 citing papers in PubMed, 29 citations in OpenAlex.
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- Identification of adipose-proximal biomarkers in breast cancer using weighted gene co-expression network analysis.Protoplasma · 2025Article
- Identification and Functional Investigation of Hub Genes Associated with Follicular Lymphoma.Biochemical genetics · 2025Article
- Discovery of Novel Pain Regulators Through Integration of Cross-Species High-Throughput Data.CNS neuroscience & therapeutics · 2025Article
- Preliminary exploration of potential biomarkers for heart failure and bipolar disorder: an exploratory study based on bioinformatics.Frontiers in psychiatry · 2025Article
- Identification and validation of mitochondrial-related genes in intestinal ischemia-reperfusion injury based on WGCNA and machine learning.Frontiers in molecular biosciences · 2025Article
- Integrated Approach for Biomarker Discovery and Mechanistic Insights into the Co-Pathogenesis of Type 2 Diabetes Mellitus and Non-Hodgkin Lymphoma.Diabetes, metabolic syndrome and obesity : targets and therapy · 2025Article
- Molecular Mechanisms of Immunoinflammatory Infiltration and Ferroptosis in Arthritis Revealed by a Combination of Bioinformatics and Single-Cell Analysis.Journal of inflammation research · 2025Article
- Machine Learning and Weighted Gene Coexpression Network-Based Identification of Biomarkers Predicting Immune Profiling and Drug Resistance in Lung Adenocarcinoma.International journal of genomics · 2025Article
- The role and machine learning analysis of mitochondrial autophagy-related gene expression in lung adenocarcinoma.Frontiers in immunology · 2025Article
- Potential mechanistic linkages of Naoluotong granules on the remission of atherosclerosis by multidimensional analysis.Heliyon · 2024Article
- Multiomics identification of ALDH9A1 as a crucial immunoregulatory molecule involved in calcific aortic valve disease.Scientific reports · 2024Article
- A novel tumor-derived exosomal gene signature predicts prognosis in patients with pancreatic cancer.Translational cancer research · 2024Article
- Discovering the lipid metabolism-related hub genes of HCC-treated samples with PPARα agonist through weighted correlation network analysis.Scientific reports · 2024Article
- The immune-inflammation factor is associated with diabetic nephropathy: evidence from NHANES 2013-2018 and GEO database.Scientific reports · 2024Article
- B-cell hub genes play a cardiovascular pathogenic role of in childhood obesity and Kawasaki disease as revealed by transcriptomics-based analyses.Scientific reports · 2024Article
- Correlation between Complement C1q A Chain (Iranian journal of public health · 2024Article
- Article
- Identification of important genes related to anoikis in acute myocardial infarction.Journal of cellular and molecular medicine · 2024Article
Corrections and comments
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Authors and funding
4 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Objective: Neuropathic pain as a complex chronic disease that occurs after neurological injury, however the underlying mechanisms are not clarified in detail, hence therapeutic options are limited. The purpose of this study was to explore potential hub genes for neuropathic pain and evaluate the clinical application of these genes in predicting neuropathic pain. Methods: Differentially expressed analysis and weighted gene co-expression network analysis (WGCNA) was used to explore new neuropathic pain susceptibility modules and hub genes. KEGG and GO analyses was utilized to explore the potential role of these hub genes. Nomogram model and ROC curves was established to evaluate the diagnostic efficacy of hub genes. Additionally, the correlation of IL-2 with immune infiltration was explored. Finally, a Mendelian randomization study was conducted to determine the causal effect of IL-2 on neuropathic pain based on genome-wide association studies. Results: WGCNA was performed to establish the networks of gene co-expression, screen for the most relevant module, and screen for 440 overlapping WGCNA-derived key genes. GO and KEGG pathway enrichment analyses demonstrated that the key genes were correlated with cytokine receptor binding, chemokine receptor binding, positive regulation of JAK-STAT cascade, chemokine-mediated signaling pathway, PI3K-AKT pathway and chemokine pathway. Through Cytoscape software, top ten up-regulated genes with high scores were IL2, SMELL, CCL4, CCR3, CXCL1, CCR1, HGF, CXCL2, GATA3, and CRP. In addition, nomogram model performed well in predicting neuropathic pain risk, and with the ROC curve, the model was showed to be effective in diagnosis. Finally, IL2 was selected and we observed that IL2 was causally associated with immune cell infiltrates in trigeminal neuralgia. In inverse variance weighting, we found that IL2 was associated with the risk of trigeminal neuralgia with an OR of 1.203 (95% CI = 1.004-1.443, Conclusion: We constructed a WGCNA-based co-expression network and identified neuropathic pain-related hub genes, which may offer further insight into pre-symptomatic diagnostic approaches and may be useful for the study of molecular mechanisms for understanding neuropathic pain risk genes.
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